Kitaichi N, Delizo K, Dei R, et al. A machine learning-based fall risk prediction model for Parkinson’s disease considering ophthalmic disorders. Parkinsonism and Related Disorders. 2026;147:108306. Original article
This note indexes a cited or audit-added source. It may be an original study, review, guideline, form or methods reference. Treat the specific design and the evidence below as authoritative; a source note is not automatically a primary study.
DOI: 10.1016/j.parkreldis.2026.108306
Bibliographic record from the original reports
Access labels embedded in these original reference strings are historical. Current access and exact checked components are stated separately below.
Kitaichi N, Delizo K, Dei R, et al. A machine learning-based fall risk prediction model for Parkinson’s disease considering ophthalmic disorders. Parkinsonism and Related Disorders. 2026;147:108306. Original article
Conditions: COND-PD Parkinson’s disease
Scoped audit evidence
These are source- and component-level audit summaries as of 3 October 2026. Access and comparison scope can differ by report; none certifies every result or the underlying raw data.
Parkinson’s disease — transfer
- access status: archived_primary_html_capture
543 PD, 93 fallers; 434 learning/109 test, CATDAP screening then random forest with SMOTE-ENC, fivefold ten-repeat tuning; 101 random splits claimed. Chair item NP3RISNG has AIC −3.18, third association rank. Five-variable model MCC .456, accuracy 82.6%, PPV 50%, NPV 91.8%, sensitivity 63.2%, specificity 86.7%; nonfaller prevalence 450/543=82.87%.
Limitations: Only the enumerated transfer-relevant components were adjudicated. Source availability does not imply every statement, supplement, figure or raw datum was checked.
Reports citing this source
- Sit to stand and functional transfer assessment and prognosis in Parkinson’s disease · reference 51 · original reference
Update record
- 2026-10-03: Created from the supplied reports and final scoped audit. New evidence should be appended with source version, access date, exact locator and affected report links.
Updating the wiki · Evidence and status guide